diff --git a/src/brevitas/nn/__init__.py b/src/brevitas/nn/__init__.py
index 7138da2bd..cc96889b6 100644
--- a/src/brevitas/nn/__init__.py
+++ b/src/brevitas/nn/__init__.py
@@ -17,7 +17,6 @@
 from .quant_conv import QuantConv2d
 from .quant_convtranspose import QuantConvTranspose1d
 from .quant_convtranspose import QuantConvTranspose2d
-from .quant_dropout import QuantDropout
 from .quant_eltwise import QuantCat
 from .quant_eltwise import QuantEltwiseAdd
 from .quant_embedding import QuantEmbedding
diff --git a/src/brevitas/nn/quant_dropout.py b/src/brevitas/nn/quant_dropout.py
deleted file mode 100644
index 388752a9d..000000000
--- a/src/brevitas/nn/quant_dropout.py
+++ /dev/null
@@ -1,31 +0,0 @@
-# Copyright (C) 2023, Advanced Micro Devices, Inc. All rights reserved.
-# SPDX-License-Identifier: BSD-3-Clause
-
-from typing import Union
-
-from torch import Tensor
-from torch.nn import Dropout
-
-from brevitas.quant_tensor import QuantTensor
-
-from .mixin.base import QuantLayerMixin
-
-
-class QuantDropout(QuantLayerMixin, Dropout):
-
-    def __init__(self, p: float = 0.5, return_quant_tensor: bool = True):
-        Dropout.__init__(self, p=p, inplace=False)
-        QuantLayerMixin.__init__(self, return_quant_tensor=return_quant_tensor)
-
-    @property
-    def channelwise_separable(self) -> bool:
-        return True
-
-    @property
-    def requires_export_handler(self):
-        return False
-
-    def forward(self, input: Union[Tensor, QuantTensor]):
-        x = self.unpack_input(input)
-        x = x.set(value=super().forward(x.value))
-        return self.pack_output(x)